Automated scrap and quality-cost reporting for a quality team
A controlled pilot evaluated a repeatable, checkable monthly reporting workflow for scrap and quality-cost data.
The quality team tracked scrap in monthly spreadsheets. Producing the management report (trends, top causes, comparisons) was a manual job that ate most of a day, and the totals between sheets sometimes disagreed.
Leadership wanted several views at once: month over month, year over year, a 12-month average and the full-period picture, plus how the cause structure was shifting. That was too much to keep up by hand.
Months of inconsistent spreadsheets
Scrap detail lived in sheets that did not line up cleanly.
Many comparison views wanted
MoM, YoY, 12-month and full-period were heavy to build by hand.
Cause structure kept shifting
The top causes changed month to month and were hard to track.
Totals sometimes disagreed
Different summary sheets did not always reconcile.
We reconciled the full scrap history and generated a consistent monthly report: the latest month against month-over-month, year-over-year, the 12-month average and the full period, plus the top causes and how the cause structure is shifting over time.
The report separates real signal from noise (a one-off versus a trend) and never invents numbers: it reports only what the data supports, with a checking view so the totals are verifiable.
- Ingest and reconcile the full scrap history
- Monthly report: latest month vs MoM / YoY / 12-month / full period
- Top causes and cause-structure-over-time
- A checking view so the totals are verifiable
One expensive problem, proven before it scales. The A1 to POC method, run in weeks not quarters.
Our delivery practices define human decision ownership, source and output traceability, data boundaries, change control and review evidence.
The credential is held personally by Vincent Lin.
Have a problem like this?
Bring your messiest operational problem. We will examine fit, available evidence, the first pass/fail gate, and reasons not to proceed.
Discuss an operations problem